Overview

Dataset Statistics

Number of Variables	18
Number of Rows	11534
Missing Cells	0
Missing Cells (%)	0.0%
Duplicate Rows	0
Duplicate Rows (%)	0.0%
Total Size in Memory	2.2 MB
Average Row Size in Memory	203.0 B
Variable Types	Categorical: 2 Numerical: 16

Dataset Insights

SHOTS_OFF_GOAL and CORNERS have similar distributions	Similar Distribution
OFFSIDES and YELLOW_CARDS have similar distributions	Similar Distribution
SHOTS_ON_GOAL is skewed	Skewed
SHOTS_OFF_GOAL is skewed	Skewed
BLOCKED_SHOTS is skewed	Skewed
CORNERS is skewed	Skewed
OFFSIDES is skewed	Skewed
THROW_IN is skewed	Skewed
GOALKEEPER_SAVES is skewed	Skewed
YELLOW_CARDS is skewed	Skewed

COMPLETED_PASSES is skewed	Skewed
TACKLES is skewed	Skewed
ATTACKS is skewed	Skewed
DANGEROUS_ATTACKS is skewed	Skewed
ID has a high cardinality: 11534 distinct values	High Cardinality
ID has constant length 10	Constant Length
RED_CARDS has constant length 1	Constant Length
ID has all distinct values	Unique
BLOCKED_SHOTS has 2159 (18.72%) zeros	Zeros
FREE_KICKS has 1049 (9.09%) zeros	Zeros

OFFSIDES has 1909 (16.55%) zeros	Zeros
THROW_IN has 8487 (73.58%) zeros	Zeros
GOALKEEPER_SAVES has 980 (8.5%) zeros	Zeros
YELLOW_CARDS has 1627 (14.11%) zeros	Zeros
COMPLETED_PASSES has 6326 (54.85%) zeros	Zeros
TACKLES has 5587 (48.44%) zeros	Zeros
ATTACKS has 4358 (37.78%) zeros	Zeros
DANGEROUS_ATTACKS has 4358 (37.78%) zeros	Zeros

Variables

ID

categorical

Approximate Distinct Count	11534
Approximate Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory Size	844.8 KB

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	10
Standard Deviation	0
Median	10
Minimum	10
Maximum	10

Sample

1st row	I7XF6FSRHT
2nd row	KGJs2ZzqHT
3rd row	6XHk0D5eHT
4th row	KIrtyAcHHT
5th row	EFETfITFHT

Letter

Count	100078
Lowercase Letter	38858
Space Separator	0
Uppercase Letter	61220
Dash Punctuation	0
Decimal Number	15262

ID contains many words: 11534 words

ID has words of constant length

BALL_POSSESSION

numerical

Approximate Distinct Count	67
Approximate Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	51.2031
Minimum	18
Maximum	84
Zeros	0
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

BALL_POSSESSION is skewed left (γ1 = -0.0362)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	18
5-th Percentile	33
Q1	44
Median	51
Q3	59
95-th Percentile	69
Maximum	84
Range	66
IQR	15

Descriptive Statistics

Mean	51.2031
Standard Deviation	10.9384
Variance	119.6482
Sum	590577
Skewness	-0.03623
Kurtosis	-0.3412
Coefficient of Variation	0.2136

BALL_POSSESSION has 23 outliers

GOAL_ATTEMPTS

numerical

Approximate Distinct Count	40
Approximate Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	13.4229
Minimum	0
Maximum	43
Zeros	1
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

GOAL_ATTEMPTS is skewed right (γ1 = 0.6189)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	6
Q1	10
Median	13
Q3	17
95-th Percentile	23
Maximum	43
Range	43
IQR	7

Descriptive Statistics

Mean	13.4229
Standard Deviation	5.2104
Variance	27.1484
Sum	154820
Skewness	0.6189
Kurtosis	0.6297
Coefficient of Variation	0.3882

GOAL_ATTEMPTS is not normally distributed (p-value 0.008004767082986744)

GOAL_ATTEMPTS has 132 outliers

SHOTS_ON_GOAL

numerical

Approximate Distinct Count	20
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	4.8972
Minimum	0
Maximum	22
Zeros	196
Zeros (%)	1.7%
Negatives	0
Negatives (%)	0.0%

SHOTS_ON_GOAL is skewed right (γ1 = 0.7846)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	1
Q1	3
Median	5
Q3	6
95-th Percentile	10
Maximum	22
Range	22
IQR	3

Descriptive Statistics

Mean	4.8972
Standard Deviation	2.691
Variance	7.2413
Sum	56484
Skewness	0.7846
Kurtosis	0.8323
Coefficient of Variation	0.5495

SHOTS_ON_GOAL is not normally distributed (p-value 3.96670163943539e-08)

SHOTS_ON_GOAL has 423 outliers

SHOTS_OFF_GOAL

numerical

Approximate Distinct Count	23
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	5.6258
Minimum	0
Maximum	23
Zeros	128
Zeros (%)	1.1%
Negatives	0
Negatives (%)	0.0%

SHOTS_OFF_GOAL is skewed right (γ1 = 0.7076)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	2
Q1	4
Median	5
Q3	7
95-th Percentile	11
Maximum	23
Range	23
IQR	3

Descriptive Statistics

Mean	5.6258
Standard Deviation	2.8395
Variance	8.0629
Sum	64888
Skewness	0.7076
Kurtosis	0.8275
Coefficient of Variation	0.5047

SHOTS_OFF_GOAL is not normally distributed (p-value 1.6829829042898982e-07)

SHOTS_OFF_GOAL has 382 outliers

BLOCKED_SHOTS

numerical

Approximate Distinct Count	18
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.8998
Minimum	0
Maximum	18
Zeros	2159
Zeros (%)	18.7%
Negatives	0
Negatives (%)	0.0%

BLOCKED_SHOTS is skewed right (γ1 = 0.9126)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	3
Q3	4
95-th Percentile	7
Maximum	18
Range	18
IQR	3

Descriptive Statistics

Mean	2.8998
Standard Deviation	2.3842
Variance	5.6846
Sum	33446
Skewness	0.9126
Kurtosis	1.059
Coefficient of Variation	0.8222

BLOCKED_SHOTS is not normally distributed (p-value 3.970618332911603e-09)

BLOCKED_SHOTS has 270 outliers

FREE_KICKS

numerical

Approximate Distinct Count	37
Approximate Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	13.36
Minimum	0
Maximum	45
Zeros	1049
Zeros (%)	9.1%
Negatives	0
Negatives (%)	0.0%

FREE_KICKS is skewed left (γ1 = -0.3953)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	10
Median	14
Q3	17
95-th Percentile	22
Maximum	45
Range	45
IQR	7

Descriptive Statistics

Mean	13.36
Standard Deviation	6.1168
Variance	37.415
Sum	154094
Skewness	-0.3953
Kurtosis	0.52
Coefficient of Variation	0.4578

FREE_KICKS is not normally distributed (p-value 0.003468114380784218)

FREE_KICKS has 102 outliers

CORNERS

numerical

Approximate Distinct Count	21
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	5.4899
Minimum	0
Maximum	20
Zeros	172
Zeros (%)	1.5%
Negatives	0
Negatives (%)	0.0%

CORNERS is skewed right (γ1 = 0.7027)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	1
Q1	3
Median	5
Q3	7
95-th Percentile	11
Maximum	20
Range	20
IQR	4

Descriptive Statistics

Mean	5.4899
Standard Deviation	2.9676
Variance	8.8068
Sum	63320
Skewness	0.7027
Kurtosis	0.6298
Coefficient of Variation	0.5406

CORNERS is not normally distributed (p-value 7.723412872848073e-07)

CORNERS has 133 outliers

OFFSIDES

numerical

Approximate Distinct Count	14
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.1383
Minimum	0
Maximum	14
Zeros	1909
Zeros (%)	16.6%
Negatives	0
Negatives (%)	0.0%

OFFSIDES is skewed right (γ1 = 1.063)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	2
Q3	3
95-th Percentile	5
Maximum	14
Range	14
IQR	2

Descriptive Statistics

Mean	2.1383
Standard Deviation	1.7385
Variance	3.0225
Sum	24663
Skewness	1.063
Kurtosis	1.4959
Coefficient of Variation	0.813

OFFSIDES is not normally distributed (p-value 2.8203930665409114e-12)

OFFSIDES has 244 outliers

THROW_IN

numerical

Approximate Distinct Count	46
Approximate Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	5.8366
Minimum	0
Maximum	47
Zeros	8487
Zeros (%)	73.6%
Negatives	0
Negatives (%)	0.0%

THROW_IN is skewed right (γ1 = 1.4386)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	0
Q3	12
95-th Percentile	28
Maximum	47
Range	47
IQR	12

Descriptive Statistics

Mean	5.8366
Standard Deviation	10.3092
Variance	106.28
Sum	67319
Skewness	1.4386
Kurtosis	0.6308
Coefficient of Variation	1.7663

THROW_IN is not normally distributed (p-value 5.024803280196112e-25)

THROW_IN has 324 outliers

GOALKEEPER_SAVES

numerical

Approximate Distinct Count	15
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.8188
Minimum	0
Maximum	15
Zeros	980
Zeros (%)	8.5%
Negatives	0
Negatives (%)	0.0%

GOALKEEPER_SAVES is skewed right (γ1 = 0.8944)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	3
Q3	4
95-th Percentile	6
Maximum	15
Range	15
IQR	3

Descriptive Statistics

Mean	2.8188
Standard Deviation	1.9407
Variance	3.7662
Sum	32512
Skewness	0.8944
Kurtosis	1.0998
Coefficient of Variation	0.6885

GOALKEEPER_SAVES is not normally distributed (p-value 5.078873489966599e-11)

GOALKEEPER_SAVES has 116 outliers

FOULS

numerical

Approximate Distinct Count	31
Approximate Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	12.7422
Minimum	0
Maximum	33
Zeros	2
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

FOULS is skewed right (γ1 = 0.3703)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	6
Q1	10
Median	12
Q3	15
95-th Percentile	20
Maximum	33
Range	33
IQR	5

Descriptive Statistics

Mean	12.7422
Standard Deviation	4.1594
Variance	17.3002
Sum	146968
Skewness	0.3703
Kurtosis	0.2075
Coefficient of Variation	0.3264

FOULS is not normally distributed (p-value 0.0005927742754688407)

FOULS has 212 outliers

YELLOW_CARDS

numerical

Approximate Distinct Count	10
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	1.9984
Minimum	0
Maximum	9
Zeros	1627
Zeros (%)	14.1%
Negatives	0
Negatives (%)	0.0%

YELLOW_CARDS is skewed right (γ1 = 0.6596)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	2
Q3	3
95-th Percentile	4.35
Maximum	9
Range	9
IQR	2

Descriptive Statistics

Mean	1.9984
Standard Deviation	1.405
Variance	1.9741
Sum	23049
Skewness	0.6596
Kurtosis	0.4008
Coefficient of Variation	0.7031

YELLOW_CARDS is not normally distributed (p-value 3.2583583348382923e-13)

YELLOW_CARDS has 44 outliers

RED_CARDS

categorical

Approximate Distinct Count	4
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	743.4 KB

The largest value (0) is over 11.75 times larger than the second largest value (1)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	11534

The top 2 categories (0, 1) take over 50.0%

The largest value (0) is over 11.75 times larger than the second largest value (1)
RED_CARDS has words of constant length

COMPLETED_PASSES

numerical

Approximate Distinct Count	654
Approximate Unique (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	206.9114
Minimum	0
Maximum	2288
Zeros	6326
Zeros (%)	54.9%
Negatives	0
Negatives (%)	0.0%

COMPLETED_PASSES is skewed right (γ1 = 0.653)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	0
Q3	424
95-th Percentile	629.35
Maximum	2288
Range	2288
IQR	424

Descriptive Statistics

Mean	206.9114
Standard Deviation	245.419
Variance	60230.489
Sum	2.3865e+06
Skewness	0.653
Kurtosis	-0.6514
Coefficient of Variation	1.1861

COMPLETED_PASSES is not normally distributed (p-value 8.220314320341172e-24)

COMPLETED_PASSES has 1 outliers

TACKLES

numerical

Approximate Distinct Count	36
Approximate Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	8.2044
Minimum	0
Maximum	38
Zeros	5587
Zeros (%)	48.4%
Negatives	0
Negatives (%)	0.0%

TACKLES is skewed right (γ1 = 0.4495)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	7
Q3	16
95-th Percentile	23
Maximum	38
Range	38
IQR	16

Descriptive Statistics

Mean	8.2044
Standard Deviation	8.7426
Variance	76.4327
Sum	94630
Skewness	0.4495
Kurtosis	-1.1831
Coefficient of Variation	1.0656

TACKLES is not normally distributed (p-value 4.276980127386565e-24)

ATTACKS

numerical

Approximate Distinct Count	170
Approximate Unique (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	68.2793
Minimum	0
Maximum	215
Zeros	4358
Zeros (%)	37.8%
Negatives	0
Negatives (%)	0.0%

ATTACKS is skewed left (γ1 = -0.107)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	88
Q3	115
95-th Percentile	148
Maximum	215
Range	215
IQR	115

Descriptive Statistics

Mean	68.2793
Standard Deviation	57.1185
Variance	3262.5178
Sum	787533
Skewness	-0.107
Kurtosis	-1.514
Coefficient of Variation	0.8365

ATTACKS is not normally distributed (p-value 2.5049344242683214e-23)

DANGEROUS_ATTACKS

numerical

Approximate Distinct Count	137
Approximate Unique (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	33.4977
Minimum	0
Maximum	169
Zeros	4358
Zeros (%)	37.8%
Negatives	0
Negatives (%)	0.0%

DANGEROUS_ATTACKS is skewed right (γ1 = 0.387)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	37
Q3	56
95-th Percentile	85
Maximum	169
Range	169
IQR	56

Descriptive Statistics

Mean	33.4977
Standard Deviation	30.7061
Variance	942.8674
Sum	386362
Skewness	0.387
Kurtosis	-0.7434
Coefficient of Variation	0.9167

DANGEROUS_ATTACKS is not normally distributed (p-value 4.379897143319775e-23)

DANGEROUS_ATTACKS has 8 outliers

Interactions

Correlations

Pearson Spearman KendallTau

Missing Values

Bar Chart Spectrum Heat Map Dendrogram